{"id":"W4392539828","doi":"","title":"Study of environmental and energy performance of vegetative roofs and assessment of their impacts in terms of rainwater management","year":2016,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Urban Heat Island Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Balamand; Polytechnique Montréal","keywords":"Rainwater harvesting; Environmental science; Environmental resource management; Environmental planning; Water resource management; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003282671,0.0003096292,0.000233407,0.0004851586,0.0002493411,0.0005796457,0.0002357057,0.0001991351,0.0007367767],"category_scores_gemma":[0.0001839301,0.0001133365,0.0003849624,0.0004568175,0.0002196667,0.0002368589,0.0002171956,0.0001265106,0.000199388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003828134,"about_ca_system_score_gemma":0.0002159365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002516869,"about_ca_topic_score_gemma":0.006433934,"domain_scores_codex":[0.999765,0.00003817448,0.000009139143,0.00004099897,0.0001017849,0.00004491799],"domain_scores_gemma":[0.9998031,0.00004149777,0.00004362603,0.000024399,0.00006668665,0.00002062502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004716962,0.0003546218,0.2120156,0.0003911346,0.0002154235,0.0007457363,0.0002950917,0.05586401,0.6559061,0.0004386224,0.0002364203,0.07306556],"study_design_scores_gemma":[0.00001893709,0.002405904,0.716234,0.00004034898,0.0001329226,0.000351182,0.001288772,0.03554213,0.2411192,0.0002483207,0.002589371,0.0000289941],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983053,0.00006581783,0.0008923264,0.000002801095,0.000001192109,0.000009836281,0.0001081014,0.000008792314,0.0006058969],"genre_scores_gemma":[0.9975438,0.0001007656,0.001588174,0.000002848605,0.000001374291,0.000006785974,0.0002153018,0.000007353197,0.0005336108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002516869,"threshold_uncertainty_score":0.005004406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00839850288942817,"score_gpt":0.2129315270114253,"score_spread":0.2045330241219971,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}